{"id":"W7019444912","doi":"","title":"2023 Gladys Nipp and Stephen Mah Award-Winning Research Proposal","year":2023,"lang":"en","type":"article","venue":"UVic’s Research and Learning Repository (University of Victoria)","topic":"Library Science and Information Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Research proposal; Research methodology; Social research; Research council; Empirical research","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00760302,0.0006761176,0.0005971,0.001575323,0.005991798,0.009182881,0.001639626,0.006793313,0.1705072],"category_scores_gemma":[0.01279502,0.0004969304,0.0007551155,0.001051145,0.001677335,0.003138753,0.004878977,0.006025266,0.1422054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005765629,"about_ca_system_score_gemma":0.01285305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01535144,"about_ca_topic_score_gemma":0.05052887,"domain_scores_codex":[0.9932578,0.0007479972,0.0001437094,0.0005670192,0.004382193,0.0009012868],"domain_scores_gemma":[0.9871688,0.000713397,0.0001511579,0.0004146865,0.005634701,0.005917335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006650113,0.00001361329,0.00003827051,0.000007547764,7.35202e-7,0.00001865647,0.0000186815,0.000004659676,0.00004810412,0.002229945,0.9929818,0.00463136],"study_design_scores_gemma":[0.000006513119,0.0000221866,0.0001483956,0.00002036796,0.00000180858,0.00003297072,0.0001619005,0.00003119221,0.0000758512,0.0006380889,0.9988548,0.000005970759],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"protocol","genre_scores_codex":[0.00138056,0.004380951,0.00176245,0.4733518,0.1420476,0.0005448619,0.001393902,0.0007961725,0.3743416],"genre_scores_gemma":[0.002434269,0.0009768854,0.0006162161,0.03413542,0.003983511,0.0001152098,0.0004462459,0.0001975599,0.9570946],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.1705072,"threshold_uncertainty_score":0.5704035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04757714262195236,"score_gpt":0.2896202159618507,"score_spread":0.2420430733398984,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}